diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
deleted file mode 100644
index ae0a4fc..0000000
--- a/.pre-commit-config.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-repos:
-  - repo: https://github.com/ambv/black
-    rev: 22.3.0
-    hooks:
-    - id: black
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.0.255'
-    hooks:
-      - id: ruff
-        args: [--fix]
-  - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.6.3
-    hooks:
-    - id: nbqa-black
-      additional_dependencies: [ipython==8.12, black]
-    - id: nbqa-ruff 
-      args: ["--ignore=I001"]
-      additional_dependencies: [ipython==8.12, ruff]
\ No newline at end of file
diff --git a/README.md b/README.md
index f8ac802..a13e639 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,3 @@
-[![Multi-Modality](agorabanner.png)](https://discord.com/servers/agora-999382051935506503)
-
 # Doc Master 📚
 
 [![Join our Discord](https://img.shields.io/badge/Discord-Join%20our%20server-5865F2?style=for-the-badge&logo=discord&logoColor=white)](https://discord.gg/agora-999382051935506503) [![Subscribe on YouTube](https://img.shields.io/badge/YouTube-Subscribe-red?style=for-the-badge&logo=youtube&logoColor=white)](https://www.youtube.com/@kyegomez3242) [![Connect on LinkedIn](https://img.shields.io/badge/LinkedIn-Connect-blue?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/kye-g-38759a207/) [![Follow on X.com](https://img.shields.io/badge/X.com-Follow-1DA1F2?style=for-the-badge&logo=x&logoColor=white)](https://x.com/kyegomezb)
@@ -111,7 +109,7 @@ except Exception as e:
 
 - [ ] Add OCR capabilities for image processing
 - [ ] Support for additional file formats
-- [ ] Performance optimizations for large files
+- [ ] Performance optimizations for large files [multi-threading]
 - [ ] Async file processing
 - [ ] CLI interface